Overview of Complex Intelligent System Reliability Technology

被引:0
|
作者
Zeng, Zhaoyang [1 ]
Peng, Wensheng [1 ]
Li, Jiao [1 ]
机构
[1] CPAE, Beijing, Peoples R China
关键词
Intelligent system; Failure mechanism; Reliability parameters; Reliability model; Experimental validation;
D O I
10.1007/978-3-031-36622-2_2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the wide application of intelligent technology, model theft of face and fingerprint recognition may lead to information leakage, and even in some extreme cases, such as data poisoning and confrontational attacks may lead to loss of life. In this paper, the SMART architecture is introduced to explore the quantification of intelligent system training set, adversarial attack, model accuracy and uncertainty from three dimensions: operating environment, data, and model. The coupling of intelligent module and system leads to the uncertainty of complex and dynamic structure, which leads to procedural faults. This paper focuses on exploring the variable content of improved reliability and puts forward the power point of reliability analysis and verification method according to the fault characteristics of intelligent system. It also provides ideas for in-depth research on the reliability of intelligent systems.
引用
收藏
页码:18 / 29
页数:12
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